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2021 Full Cities Dataset
| Row number | Questionnaire | Year Reported to CDP | Account Number | Organization | Country | CDP Region | Parent Section | Section | Question Number | Question Name | Column Number | Column Name | Row Number | Row Name | Response Answer | Comments | File Name | Last update |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1481451 | Cities 2021 | 2021 | 60410 | Municipalidad de Peñalolén | Chile | Latin America | 4. City-wide Emissions | GCoM Emission Factor and Activity Data | 4.14a | Please provide a summary of emissions factors and activity data used in your inventory. | 10 | Comment | 4 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481452 | Cities 2021 | 2021 | 826238 | Alcaldia de Mosquera | Colombia | Latin America | 5. Emissions Reduction | Mitigation Target setting | 5.0b | Please provide details of your total fixed level target(s). | 11 | Is this target considered to be your cities most ambitious target? | 1 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481453 | Cities 2021 | 2021 | 60433 | Hvidovre Kommune | Denmark | Europe | 14. Water Security | Water Supply Management | 14.3 | Please select the actions you are taking to reduce the risks to your city’s water security. | 2 | Adaptation action | 2 | Investment in existing water supply infrastructure | 01/20/2022 02:27:05 | |||
| 1481454 | Cities 2021 | 2021 | 839970 | San Justo (Argentina) | Argentina | Latin America | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 20 | Role in the GCC program | 29 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481455 | Cities 2021 | 2021 | 69850 | Municipalidad de Comas | Peru | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 19 | IPPU > Industrial process | Question not applicable | 01/20/2022 02:27:05 | ||
| 1481456 | Cities 2021 | 2021 | 848122 | Alajuela | Costa Rica | Latin America | 10. Transport | 10.9 | How many instances of exceeding your city’s Air Quality Index standards for the Air Quality Index (AQI) has your city experienced? | 1 | Number of days exceeding your city’s Air Quality Index standards | 0 | Question not applicable | 01/20/2022 02:27:05 | ||||
| 1481457 | Cities 2021 | 2021 | 859098 | Ayase City | Japan | East Asia | 10. Transport | 10.11 | Please provide city-wide average air pollution metrics from the monitoring sites within your city for the most recent three years. | 8 | Who owns the data? | 1 | PM2.5 (1 year (annual) mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481458 | Cities 2021 | 2021 | 35864 | Ekurhuleni Metropolitan Municipality | South Africa | Africa | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 4 | If you have no indirect emissions to report, please select a notation key to explain why | 4 | Stationary energy > Industrial buildings & facilities | 01/20/2022 02:27:05 | |||
| 1481459 | Cities 2021 | 2021 | 51075 | City of Shenzhen | China | East Asia | 4. City-wide Emissions | GCoM Emission Factor and Activity Data | 4.14a | Please provide a summary of emissions factors and activity data used in your inventory. | 5 | Gas | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481460 | Cities 2021 | 2021 | 50368 | Municipalidad de Provincial de Arequipa | Peru | Latin America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.2 | Please identify and describe the factors that most greatly affect your city’s ability to adapt to climate change and indicate how those factors either support or challenge this ability. | 3 | Level of degree to which factor challenges/supports the adaptive capacity of your city | 7 | Significantly challenges | 01/20/2022 02:27:05 | |||
| 1481461 | Cities 2021 | 2021 | 834278 | Municipality of Resistencia | Argentina | Latin America | 0. Introduction | City Details | 0.5 | Please provide details of your city’s current population. Report the population in the year of your reported inventory, if possible. | 3 | Projected population | 1 | Please complete | 331056 | 01/20/2022 02:27:05 | ||
| 1481462 | Cities 2021 | 2021 | 859191 | Nakatane Town | Japan | East Asia | 8. Energy | 8.2 | For each type of renewable energy within the city boundary, please report the installed capacity (MW) and annual generation (MWh). | 4 | Comment | 1 | Solar PV | 01/20/2022 02:27:05 | ||||
| 1481463 | Cities 2021 | 2021 | 73692 | Mount Barker District Council | Australia | Southeast Asia and Oceania | 0. Introduction | City Details | 0.3 | Please provide information about your city’s Mayor or equivalent legal representative authority in the table below. | 2 | Leader name | 1 | Please complete | Ann Ferguson | 01/20/2022 02:27:05 | ||
| 1481464 | Cities 2021 | 2021 | 35856 | Busan Metropolitan City | Republic of Korea | East Asia | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0b | Please attach and provide details on your climate change risk and vulnerability assessment. Please provide details on the boundary of your assessment, and where this differs from your city’s boundary, please provide an explanation. | 8 | Areas/sectors covered by the risk and vulnerability assessment | 1 | Environment, Biodiversity and Forestry | 01/20/2022 02:27:05 | |||
| 1481465 | Cities 2021 | 2021 | 43917 | Obshtina Sofia | Bulgaria | Europe | 4. City-wide Emissions | GCoM Emission Factor and Activity Data | 4.14a | Please provide a summary of emissions factors and activity data used in your inventory. | 5 | Gas | 18 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481466 | Cities 2021 | 2021 | 31175 | Ville de Paris | France | Europe | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 19 | IPPU > Industrial process | 01/20/2022 02:27:05 | |||
| 1481467 | Cities 2021 | 2021 | 59707 | Town of Princeton, NJ | United States of America | North America | 0. Introduction | City Details | 0.5 | Please provide details of your city’s current population. Report the population in the year of your reported inventory, if possible. | 1 | Current population | 1 | Please complete | 31822 | 01/20/2022 02:27:05 | ||
| 1481468 | Cities 2021 | 2021 | 20113 | City of Vancouver, BC | Canada | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 3 | Indirect emissions from the use of grid-supplied electricity, heat, steam and/or cooling (metric tonnes CO2e) | 17 | Waste > Wastewater | 01/20/2022 02:27:05 | |||
| 1481469 | Cities 2021 | 2021 | 840693 | Municipio de Maneiro | Venezuela (Bolivarian Republic of) | Latin America | 13. Waste | 13.6 | Does your city have any of the following initiatives, policies and/or regulations. | 2 | Please provide more details and/or a link to more information about any of the proposed initiatives/policies/regulations | 6 | Sanitary landfill with leachate capture and landfill gas management system | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481470 | Cities 2021 | 2021 | 35870 | City of Miami, FL | United States of America | North America | 2. Climate Hazards and Vulnerability | Climate Hazards | 2.1 | Please list the most significant climate hazards faced by your city and indicate the probability and consequence of these hazards, as well as the expected future change in frequency and intensity. Please also select the most relevant assets or services that are affected by the climate hazard and provide a description of the impact. | 5 | Social impact of hazard overall | 9 | Population displacement | 01/20/2022 02:27:05 | |||
| 1481471 | Cities 2021 | 2021 | 55159 | City of Iwanuma | Japan | East Asia | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 15 | Total cost provided by the local government | 4 | 01/20/2022 02:27:05 | ||||
| 1481472 | Cities 2021 | 2021 | 859081 | City of Sakuragawa | Japan | East Asia | 12. Food | 12.0a | Report the tonnes per food group that are served and/or sold through the above mentioned programs. | 2 | Comment | 12 | Foods with added sugar | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481473 | Cities 2021 | 2021 | 56276 | New Taipei City Government | Taiwan, Greater China | East Asia | 4. City-wide Emissions | GCoM Emission Factor and Activity Data | 4.14a | Please provide a summary of emissions factors and activity data used in your inventory. | 5 | Gas | 105 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481474 | Cities 2021 | 2021 | 859094 | Katsushika City | Japan | East Asia | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 2 | If you have no direct emissions to report, please select a notation key to explain why | 24 | AFOLU > Other AFOLU | Question not applicable | 01/20/2022 02:27:05 | ||
| 1481475 | Cities 2021 | 2021 | 44081 | Lusaka City Council | Zambia | Africa | 2. Climate Hazards and Vulnerability | Climate Risk and Vulnerability Assessment | 2.0d | If the city’s climate change risk assessment has been conducted more than 4 years ago, what update/revision process does your city have in place? | 2 | Provide more details on the update / revision process for your climate risk or vulnerability assessment | 1 | Update/revision process | Question not applicable | 01/20/2022 02:27:05 | ||
| 1481476 | Cities 2021 | 2021 | 54650 | Prefeitura de Palmas | Brazil | Latin America | 9. Buildings | 9.1 | Does your city have emissions reduction targets (government operations, city wide targets) or energy efficiency targets for the following building types? | 4 | Please provide more details and/or link to more information about the energy efficiency target. | 4 | New buildings | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481477 | Cities 2021 | 2021 | 44299 | Dangjin City | Republic of Korea | East Asia | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 5 | Emissions occurring outside the city boundary as a result of in-city activities (metric tonnes CO2e) | 27 | Generation of grid-supplied energy > CHP generation | 0 | 01/20/2022 02:27:05 | ||
| 1481478 | Cities 2021 | 2021 | 59971 | Melton City Council | Australia | Southeast Asia and Oceania | 6. Opportunities | Finance and Economic Opportunities | 6.11 | Does your city have its own credit rating? | 2 | Rating agency | 1 | International | 01/20/2022 02:27:05 | |||
| 1481479 | Cities 2021 | 2021 | 848249 | Corrales | Colombia | Latin America | 12. Food | 12.0a | Report the tonnes per food group that are served and/or sold through the above mentioned programs. | 1 | Tonnes served and/or sold | 4 | Whole grains | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481480 | Cities 2021 | 2021 | 74401 | City of Encinitas, CA | United States of America | North America | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 13 | Finance status | 7 | Feasibility finalized, and finance partially secured | 01/20/2022 02:27:05 | |||
| 1481481 | Cities 2021 | 2021 | 826182 | Ayuntamiento de Tonalá | Mexico | Latin America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6c | Please provide a breakdown of your GHG emissions by scope. Where values are not available, please use the comment field to indicate the reason why. | 8 | Total Scope 2 emissions | 1 | City-wide emissions | Question not applicable | 01/20/2022 02:27:05 | ||
| 1481482 | Cities 2021 | 2021 | 54647 | Prefeitura de Jundiaí | Brazil | Latin America | 9. Buildings | 9.0 | Is your city implementing any retrofit programs addressing existing commercial, residential and/or municipal buildings? | 2 | Buildings that the program applies to | 1 | Retrofit programs | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481483 | Cities 2021 | 2021 | 862614 | Municipio de Colima | Mexico | Latin America | 10. Transport | 10.2 | What is the mode share of each transport mode in your city for freight transport? | 2 | Comment | 1 | Motorcycle/Two-wheeler | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481484 | Cities 2021 | 2021 | 44080 | City of Kitakyushu | Japan | East Asia | 10. Transport | 10.11 | Please provide city-wide average air pollution metrics from the monitoring sites within your city for the most recent three years. | 2 | Average concentration for most recent year available (ug/m3) | 5 | NO2 (1 year (annual) mean) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481485 | Cities 2021 | 2021 | 54650 | Prefeitura de Palmas | Brazil | Latin America | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 7 | Sectors/areas adaptation action applies to | 2 | Public Health and Safety | 01/20/2022 02:27:05 | |||
| 1481486 | Cities 2021 | 2021 | 50396 | Prefeitura Municipal de Santos | Brazil | Latin America | 3. Adaptation | Adaptation Goals | 3.3 | Please describe the main goals of your city’s adaptation efforts and the metrics / KPIs for each goal. | 7 | Comment | 7 | Ampliar a capacidade de observação e modelagem climática e geração e divulgação de informações climáticas; Avaliar os impactos da mudança climática (MC) sobre a saúde humana, de outrasformas de vida e dos ecossistemas; Promover medidas de conservação e eficiência energética e boas práticas na infra-estrutura municipal; Promover a coleta seletiva e reciclagem de materiais; Estabelecer padrões rígidos de qualidade do ar e criar um ambiente atrativo para investimento em projetos de mitigação de emissões de GEE; Aplicar recursos vinculados destinados à pesquisa científica no estudo dasMCs, bem como em pesquisa tecnológica, visando à busca de alternativas para a mitigação das emissões de GEE e para a adaptação da sociedade e ecossistemas; Monitorar e simular os efeitos das MCs e preparação da defesa civil dos governos locais, formando uma rede e ações interligadas; Estimular as instituições públicas a inserir, nas suas tomadas de decisões o enfrentamento às MCs; | 01/20/2022 02:27:05 | |||
| 1481487 | Cities 2021 | 2021 | 54088 | City of Peterborough, ON | Canada | North America | 0. Introduction | City Details | 0.5 | Please provide details of your city’s current population. Report the population in the year of your reported inventory, if possible. | 1 | Current population | 1 | Please complete | 82094 | 01/20/2022 02:27:05 | ||
| 1481488 | Cities 2021 | 2021 | 859165 | Kan-onji City | Japan | East Asia | 8. Energy | 8.2 | For each type of renewable energy within the city boundary, please report the installed capacity (MW) and annual generation (MWh). | 1 | Installed capacity (MW) | 1 | Solar PV | 01/20/2022 02:27:05 | ||||
| 1481489 | Cities 2021 | 2021 | 31108 | City of Houston, TX | United States of America | North America | 4. City-wide Emissions | Historical emissions inventories | 4.13 | Please provide details on any historical, base year or recalculated city-wide emissions inventories your city has, in order to allow assessment of targets in the table below. | 6 | Methodology | 2 | Global Protocol for Community Greenhouse Gas Emissions Inventories (GPC) | 01/20/2022 02:27:05 | |||
| 1481490 | Cities 2021 | 2021 | 841540 | South Lakeland District Council | United Kingdom of Great Britain and Northern Ireland | Europe | 10. Transport | 10.4 | Provide information on GHG emissions from the transport sector. | 1 | GHG emissions (tonne CO2e) | 2 | Passenger Transport: Public Transport (bus) | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481491 | Cities 2021 | 2021 | 859167 | Imabari City | Japan | East Asia | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 2 | If you have no direct emissions to report, please select a notation key to explain why | 12 | Transportation > Off-road | Question not applicable | 01/20/2022 02:27:05 | ||
| 1481492 | Cities 2021 | 2021 | 58668 | City of New Bedford, MA | United States of America | North America | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 7 | Please explain any excluded sources, identify any emissions covered under an ETS and provide any other comments | 6 | Stationary energy > Fugitive emissions | 01/20/2022 02:27:05 | |||
| 1481493 | Cities 2021 | 2021 | 859158 | Izumo City | Japan | East Asia | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 22 | Aim of the engagement activities | 9 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481494 | Cities 2021 | 2021 | 55159 | City of Iwanuma | Japan | East Asia | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 11 | Co-benefit area | 10 | 01/20/2022 02:27:05 | ||||
| 1481495 | Cities 2021 | 2021 | 859173 | Okagaki Town | Japan | East Asia | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 5 | Emissions occurring outside the city boundary as a result of in-city activities (metric tonnes CO2e) | 15 | Waste > Biological treatment | Question not applicable | 01/20/2022 02:27:05 | ||
| 1481496 | Cities 2021 | 2021 | 74371 | Himeji | Japan | East Asia | 5. Emissions Reduction | Mitigation Actions | 5.4 | Describe the anticipated outcomes of the most impactful mitigation actions your city is currently undertaking; the total cost of the action and how much is being funded by the local government. | 9 | Renewable energy production (MWh) | 5 | 01/20/2022 02:27:05 | ||||
| 1481497 | Cities 2021 | 2021 | 859165 | Kan-onji City | Japan | East Asia | 4. City-wide Emissions | City-wide GHG Emissions Data | 4.6a | The Global Covenant of Mayors requires committed cities to report their inventories in the format of the new Common Reporting Framework, to encourage standard reporting of emissions data. Please provide a breakdown of your city-wide emissions by sector and sub-sector in the table below. Where emissions data is not available, please use the relevant notation keys to explain the reason why. | 2 | If you have no direct emissions to report, please select a notation key to explain why | 13 | Total Transport | Question not applicable | 01/20/2022 02:27:05 | ||
| 1481498 | Cities 2021 | 2021 | 53241 | City of Darwin | Australia | Southeast Asia and Oceania | 5. Emissions Reduction | Mitigation Target setting | 5.0d | Please provide details of your total city-wide baseline scenario target(s), including projected business as usual emissions. | 13 | Does this target align with the global 1.5 - 2 °C pathway set out in the Paris agreement? | 0 | Question not applicable | 01/20/2022 02:27:05 | |||
| 1481499 | Cities 2021 | 2021 | 859064 | Town of Shihoro | Japan | East Asia | 4. City-wide Emissions | City-wide external verification | 4.12 | Has the city-wide GHG emissions data you are currently reporting been externally verified or audited in part or in whole? | 0 | 0 | Question not applicable | 01/20/2022 02:27:05 | ||||
| 1481500 | Cities 2021 | 2021 | 31185 | Miasto Stołeczne Warszawa | Poland | Europe | 3. Adaptation | Adaptation Actions | 3.0 | Please describe the main actions you are taking to reduce the risk to, and vulnerability of, your city’s infrastructure, services, citizens, and businesses from climate change as identified in the Climate Hazards section. | 6 | Co-benefit area | 1 | Improved resource efficiency (e.g. food, water, energy) | 01/20/2022 02:27:05 |
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Description
PLEASE READ THE FOLLOWING INFORMATION
This dataset contains all public responses to the CDP-ICLEI 2021 Cities questionnaire. All data included in the dataset is self reported by cities. The reporting platform remains open and the dataset is updated daily to reflect new submissions.
Please note that this dataset exceeds the capacity for Excel. To export the data to Excel, the dataset has been separated into three files. Please follow the links below to access these:
2021 cities dataset covering emissions and mitigation:
https://data.cdp.net/Governance/2021-Cities-Emissions-and-Mitigation/aic4-a5fb
https://data.cdp.net/Governance/2021-Cities-Emissions-and-Mitigation/aic4-a5fb
2021 cities dataset covering vulnerability and adaptation:
https://data.cdp.net/Governance/2021-Cities-Vulnerability-and-Adaptation/hz2m-cbry
https://data.cdp.net/Governance/2021-Cities-Vulnerability-and-Adaptation/hz2m-cbry
2021 cities dataset covering sectors (buildings, energy, transport, waste, urban planning, food, water):
https://data.cdp.net/Governance/2021-Cities-Sectors/xsgm-pagy
https://data.cdp.net/Governance/2021-Cities-Sectors/xsgm-pagy
Access more information on cities reporting, including questionnaire guidance, at https://www.cdp.net/en/guidance/guidance-for-cities.
This data is collected through the CDP-ICLEI Unified Reporting System. When using this data, please cite both organisations using the following wording: ‘This data was collected in partnership by CDP and ICLEI - Local Governments for Sustainability’.
For any questions or further guidance on how to reference this data in your own work, please contact cities@cdp.net.
Please note that this dataset may contain data from cities or, in some instances, groups of cities at different administrative levels. This includes metropolitan areas, combined authorities, and some regional councils.
When using the inventory data for aggregation, comparison and trend analysis, please note that the inventory data is based on non-verified self-reported city inputs. The reported inventory may not include all emission sources within the city boundary.
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